Triple

T4426796
Position Surface form Disambiguated ID Type / Status
Subject Noel Pemberton Billing E95228 entity
Predicate familyName P18 FINISHED
Object Billing
Billing is the surname of Noel Pemberton Billing, a notable early 20th-century British aviation pioneer, inventor, and politician.
E438425 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Billing | Statement: [Noel Pemberton Billing, familyName, Billing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Billing
Context triple: [Noel Pemberton Billing, familyName, Billing]
  • A. Billing and Settlement Plan
    The Billing and Settlement Plan is a global financial system used in the airline industry to streamline and centralize the selling, reporting, and remittance of airline tickets between travel agents and airlines.
  • B. Billinghay
    Billinghay is a small rural village and civil parish in Lincolnshire, England, known for its agricultural surroundings and local community amenities.
  • C. Payment Management
    Payment Management is a division of the U.S. Department of the Treasury’s Bureau of the Fiscal Service responsible for overseeing and executing federal government payment operations and related services.
  • D. Pay.gov
    Pay.gov is a U.S. government online payment portal that allows individuals and businesses to securely make electronic payments to federal agencies.
  • E. COST
    COST is the stock ticker symbol for Costco Wholesale Corporation, a major American membership-based warehouse retail chain.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Billing
Triple: [Noel Pemberton Billing, familyName, Billing]
Generated description
Billing is the surname of Noel Pemberton Billing, a notable early 20th-century British aviation pioneer, inventor, and politician.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Billing
Target entity description: Billing is the surname of Noel Pemberton Billing, a notable early 20th-century British aviation pioneer, inventor, and politician.
  • A. Billing and Settlement Plan
    The Billing and Settlement Plan is a global financial system used in the airline industry to streamline and centralize the selling, reporting, and remittance of airline tickets between travel agents and airlines.
  • B. Billinghay
    Billinghay is a small rural village and civil parish in Lincolnshire, England, known for its agricultural surroundings and local community amenities.
  • C. Payment Management
    Payment Management is a division of the U.S. Department of the Treasury’s Bureau of the Fiscal Service responsible for overseeing and executing federal government payment operations and related services.
  • D. Pay.gov
    Pay.gov is a U.S. government online payment portal that allows individuals and businesses to securely make electronic payments to federal agencies.
  • E. COST
    COST is the stock ticker symbol for Costco Wholesale Corporation, a major American membership-based warehouse retail chain.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69b3453c2a0c8190926b574c90766db9 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3554fb28081909018eaecc0c5c230 completed March 13, 2026, 12:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69b5f633a69c8190b062c2a78b0f8319 completed March 14, 2026, 11:58 p.m.
NEDg Description generation batch_69b5f6bcfa0481909d07ffb2a975a350 completed March 15, 2026, 12:01 a.m.
NED2 Entity disambiguation (via description) batch_69b5f733c660819081c68dc3ec342e12 completed March 15, 2026, 12:02 a.m.
Created at: March 12, 2026, 11:30 p.m.